{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "b78b3c06",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Defaulting to user installation because normal site-packages is not writeable\n",
      "Requirement already satisfied: requests-html in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (0.10.0)\n",
      "Requirement already satisfied: parse in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (1.19.0)\n",
      "Requirement already satisfied: pyppeteer>=0.0.14 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (1.0.2)\n",
      "Requirement already satisfied: requests in e:\\anaconda.3\\lib\\site-packages (from requests-html) (2.28.1)\n",
      "Requirement already satisfied: w3lib in e:\\anaconda.3\\lib\\site-packages (from requests-html) (1.21.0)\n",
      "Requirement already satisfied: bs4 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (0.0.1)\n",
      "Requirement already satisfied: fake-useragent in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (1.1.3)\n",
      "Requirement already satisfied: pyquery in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from requests-html) (2.0.0)\n",
      "Requirement already satisfied: tqdm<5.0.0,>=4.42.1 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.64.1)\n",
      "Requirement already satisfied: appdirs<2.0.0,>=1.4.3 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.4.4)\n",
      "Requirement already satisfied: pyee<9.0.0,>=8.1.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from pyppeteer>=0.0.14->requests-html) (8.2.2)\n",
      "Requirement already satisfied: websockets<11.0,>=10.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from pyppeteer>=0.0.14->requests-html) (10.4)\n",
      "Requirement already satisfied: importlib-metadata>=1.4 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (4.11.3)\n",
      "Requirement already satisfied: certifi>=2021 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (2022.9.14)\n",
      "Requirement already satisfied: urllib3<2.0.0,>=1.25.8 in e:\\anaconda.3\\lib\\site-packages (from pyppeteer>=0.0.14->requests-html) (1.26.11)\n",
      "Requirement already satisfied: beautifulsoup4 in e:\\anaconda.3\\lib\\site-packages (from bs4->requests-html) (4.11.1)\n",
      "Requirement already satisfied: importlib-resources>=5.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from fake-useragent->requests-html) (5.12.0)\n",
      "Requirement already satisfied: cssselect>=1.2.0 in c:\\users\\13642224036\\appdata\\roaming\\python\\python39\\site-packages (from pyquery->requests-html) (1.2.0)\n",
      "Requirement already satisfied: lxml>=2.1 in e:\\anaconda.3\\lib\\site-packages (from pyquery->requests-html) (4.9.1)\n",
      "Requirement already satisfied: idna<4,>=2.5 in e:\\anaconda.3\\lib\\site-packages (from requests->requests-html) (3.3)\n",
      "Requirement already satisfied: charset-normalizer<3,>=2 in e:\\anaconda.3\\lib\\site-packages (from requests->requests-html) (2.0.4)\n",
      "Requirement already satisfied: six>=1.4.1 in e:\\anaconda.3\\lib\\site-packages (from w3lib->requests-html) (1.16.0)\n",
      "Requirement already satisfied: zipp>=0.5 in e:\\anaconda.3\\lib\\site-packages (from importlib-metadata>=1.4->pyppeteer>=0.0.14->requests-html) (3.8.0)\n",
      "Requirement already satisfied: colorama in e:\\anaconda.3\\lib\\site-packages (from tqdm<5.0.0,>=4.42.1->pyppeteer>=0.0.14->requests-html) (0.4.5)\n",
      "Requirement already satisfied: soupsieve>1.2 in e:\\anaconda.3\\lib\\site-packages (from beautifulsoup4->bs4->requests-html) (2.3.1)\n"
     ]
    }
   ],
   "source": [
    "!pip install requests-html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a1f0810d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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'expectId': 603711635, 'jobName': '产品经理', 'lid': '3hYkUhS6eHY.search.25', 'salaryDesc': '9-13K', 'jobLabels': ['1-3年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['移动端产品', 'B端产品', 'C端产品'], 'jobExperience': '1-3年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '广州', 'areaDistrict': '番禺区', 'businessDistrict': '市桥', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 25, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1685325106000, 'encryptBrandId': '1632084a861fdcaf1XN80965F1Q~', 'brandName': '广州幸荷', 'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png', 'brandStageName': '', 'brandIndustry': '计算机软件', 'brandScaleName': '20-99人', 'welfareList': [], 'industry': 100021, 'contact': False}, {'securityId': 'PgiAEbaODox2w-N1-phIjwiG8GK2s3wYpyIlmwYIonujzRlRrpRfPr1ktc_WYASXAXpYm30BLEorkUzRaknIBWl7MmF97T5Utv5KBGMdoibyfZ_yrpN-eArTawTiCshOCRMFyJbUDyZ6-Z7cBDETSkIgM1gmNZC99dlr6c93XrGhrWQS', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20201209/8cb6e4f3dcc8487724db44c125b5bed0c9d42c4a2b39d18bf49c67bc541c915b_s.png', 'bossCert': 3, 'encryptBossId': '056eaa1547c8db281X142t64E1c~', 'bossName': '崔女士', 'bossTitle': 'HR', 'goldHunter': 0, 'bossOnline': True, 'encryptJobId': 'a312843a605959b61n163Ny6FlRQ', 'expectId': 603711635, 'jobName': '产品经理', 'lid': '3hYkUhS6eHY.search.26', 'salaryDesc': '8-12K', 'jobLabels': ['1-3年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['产品设计', '数据分析', '电商产品经理', '物流产品经理', '仓储产品经理', 'B端产品经理'], 'jobExperience': '1-3年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '广州', 'areaDistrict': '天河区', 'businessDistrict': '龙口', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 26, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1684921660000, 'encryptBrandId': '67b76f7d9016c3fd1nRy29i5F1Q~', 'brandName': '甲壳虫', 'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20201209/8cb6e4f3dcc8487724db44c125b5bed0c9d42c4a2b39d18bf49c67bc541c915b.png', 'brandStageName': '不需要融资', 'brandIndustry': '计算机软件', 'brandScaleName': '20-99人', 'welfareList': ['节日福利', '员工旅游', '补充医疗保险', '零食下午茶', '年终奖', '五险一金', '带薪年假'], 'industry': 100021, 'contact': False}, {'securityId': 'PWeQlRdbhF-mM-c154ttQubmxxmGilKdWrIxrEudjO2ylWkVPPnzF-Q2fK467octFGvxvNZmIC7AEUPHg58vNDa4OS2S2BND96oRjlK0D1Ynck9iZfdek4pJycouV6HonxJCO6f-534~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20191011/6cf19a633b99240f3de1e21345200d71ac13757551b61a54dd9adc1b30dbe4d4_s.jpg', 'bossCert': 3, 'encryptBossId': '1c48ab905af6d60b0HN739y5FlU~', 'bossName': '常恋恋', 'bossTitle': '高级产品经理', 'goldHunter': 0, 'bossOnline': False, 'encryptJobId': '7ee757b67058a7ee1nd73N6_EFtV', 'expectId': 603711635, 'jobName': '产品经理', 'lid': '3hYkUhS6eHY.search.27', 'salaryDesc': '200-250元/天', 'jobLabels': ['4天/周', '4个月', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['B端产品', '数据产品', '中台/后台产品', '需求分析', '产品设计'], 'jobExperience': '', 'daysPerWeekDesc': '4天/周', 'leastMonthDesc': '4个月', 'jobDegree': '本科', 'cityName': '广州', 'areaDistrict': '越秀区', 'businessDistrict': '东风中路', 'jobType': 4, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 27, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1660102881000, 'encryptBrandId': 'ae9cceba97b3fdfd1XR609q_Ew~~', 'brandName': '数字广东', 'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20211231/7bf6f160950405e9522ef136d1f070db2321f5850003a38efd7ef9bec52b75231961b00245197196.jpg', 'brandStageName': '未融资', 'brandIndustry': '计算机软件', 'brandScaleName': '1000-9999人', 'welfareList': ['补充医疗保险', '员工旅游', '节假日加班费', '餐补', '法定节假日三薪', '定期体检', '通讯补贴', '零食下午茶', '带薪年假', '五险一金', '节日福利', '交通补助', '年终奖'], 'industry': 100021, 'contact': False}, {'securityId': '-wZ23xdvRaoCS-o1D8RQmcs9GEOOWY4uSM9fyjILGkxwxq4whLlNPmqBZXyiSwfH84y3VR751v6tELRh3NOFy9Aq12A9w9zemgR_P2S1GqZksfJfzSArnWSTZChhFk8-84yu_AhyhdrbhQaT0whbERFrWJ2tpFrIRvQco_nzF44P0Sbm', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230523/607f1f3d68754fd0dac5c8fbb5c639d7288876a53d049876b77d989da85ff9ed69961f77ade86c77_s.jpg', 'bossCert': 3, 'encryptBossId': 'a817ab776e6c5bcd0nR52NS-FFdY', 'bossName': '冯女士', 'bossTitle': '人事', 'goldHunter': 0, 'bossOnline': True, 'encryptJobId': 'f16331831b3f786c1Xxy39-1EVtY', 'expectId': 603711635, 'jobName': '产品经理', 'lid': '3hYkUhS6eHY.search.28', 'salaryDesc': '15-30K', 'jobLabels': ['3-5年', '大专'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['高级产品经理', '护肤品', '新品开发经理'], 'jobExperience': '3-5年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '大专', 'cityName': '广州', 'areaDistrict': '白云区', 'businessDistrict': '白云大道', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 28, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1685584903000, 'encryptBrandId': '15f20f94ce7bb3e603R43Ni_EQ~~', 'brandName': '果润公司', 'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20211119/7bf6f160950405e9655f70c6fd61d0054b08a8f556bbf8d09d5ed0da3f56366759f8331e8f84d2fa.jpg', 'brandStageName': '不需要融资', 'brandIndustry': '日化', 'brandScaleName': '100-499人', 'welfareList': ['生日福利', '员工旅游', '年终奖', '节日福利', '全勤奖', '带薪年假', '零食下午茶', '底薪加提成', '股票期权'], 'industry': 101002, 'contact': False}, {'securityId': 'hvZD7nWGFPQ6h-q1BLzbcJ1c6GAfEg23vkQw6FCeqqqQv5jxZTk1VYXrP2yhzsRzHoswz-AupoWkvto5Kn0FCsh1Q6HQhvZ3GA1htjyHbddkzmIkU7YKAGlKq_6HfvT6hZwO1zZx8i2yzRX2PxaOEpY2cEJoGbHiwaF-BWrBKqrBZ5B4', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210518/7e78109666a7e45234bcbcc71faac0d8d2cb8fb19e7a699c44637aa9c4ef6dba_s.jpg', 'bossCert': 3, 'encryptBossId': 'afddb4a902862d031X140ti_FlQ~', 'bossName': '胡女士', 'bossTitle': '人事主管', 'goldHunter': 0, 'bossOnline': True, 'encryptJobId': 'abcd726d2cc8c10c1XF72NW_EFRT', 'expectId': 603711635, 'jobName': '产品经理', 'lid': '3hYkUhS6eHY.search.29', 'salaryDesc': '15-18K', 'jobLabels': ['3-5年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['数据分析', '功能产品', '小程序产品', 'saas', '电商商城', '需求分析', '产品规划', '规格说明书'], 'jobExperience': '3-5年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '广州', 'areaDistrict': '番禺区', 'businessDistrict': '东环', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 29, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1685079939000, 'encryptBrandId': '9642f1ffc47a131a1nx-2d--E1c~', 'brandName': '嘻游邦', 'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png', 'brandStageName': '未融资', 'brandIndustry': '计算机软件', 'brandScaleName': '20-99人', 'welfareList': ['加班补助', '五险一金', '生日福利', '带薪年假', '节日福利', '定期体检', '餐补', '员工旅游'], 'industry': 100021, 'contact': False}, {'securityId': 'FGsDwXBf6NCRs-01CNSxjZnpLVFocatAczc8DoVMOYgQrT10rV8chJQJgaSTj-Oarr69VtGofDCIfQ07Kkc80PRM_lsEtrM4WPfpkcGFav0yaZa55pYW4JWLVht7Jb5IkS5PCQek28H3w6Tu6fdDjZMOmQ6XWaAUY3ziRIZ2xNFbaP0FiA~~', 'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220705/607f1f3d68754fd0f3cca21706e8994bb150a508f036a213d601ed866774d617bcef176a9f858b9c_s.png', 'bossCert': 3, 'encryptBossId': '2d167607f298fcda0nB909i9EFdR', 'bossName': '徐雨瀚', 'bossTitle': '项目经理', 'goldHunter': 0, 'bossOnline': True, 'encryptJobId': '5e3838bb64086e9b1Xxy39y8EldV', 'expectId': 603711635, 'jobName': '产品经理', 'lid': '3hYkUhS6eHY.search.30', 'salaryDesc': '7-8K', 'jobLabels': ['1-3年', '本科'], 'jobValidStatus': 1, 'iconWord': '', 'skills': ['移动端产品', 'B端产品', 'C端产品'], 'jobExperience': '1-3年', 'daysPerWeekDesc': '', 'leastMonthDesc': '', 'jobDegree': '本科', 'cityName': '广州', 'areaDistrict': '海珠区', 'businessDistrict': '昌岗', 'jobType': 0, 'proxyJob': 0, 'proxyType': 0, 'anonymous': 0, 'outland': 0, 'optimal': 0, 'iconFlagList': [], 'itemId': 30, 'city': 101280100, 'isShield': 0, 'atsDirectPost': False, 'gps': None, 'lastModifyTime': 1686106786000, 'encryptBrandId': 'cb84fcbc81a604cc1nN-2dW8Els~', 'brandName': '全睿信息科技有限公司', 'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png', 'brandStageName': '', 'brandIndustry': '互联网', 'brandScaleName': '0-20人', 'welfareList': [], 'industry': 100020, 'contact': False}], 'totalCount': 300, 'brandCard': None}}\n"
     ]
    }
   ],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "\n",
    "url = \"https://www.zhipin.com/wapi/zpgeek/search/joblist.json?scene=1&query=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&city=101280100&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=1&pageSize=30\"\n",
    "\n",
    "payload = {\n",
    "    \"scene\":\"1\",\n",
    "    \"query\":\"产品经理\",\n",
    "    \"city\":\"101280100\",\n",
    "    \"experience\":\"\",\n",
    "    \"payType\":\"\",\n",
    "    \"partTime\":\"\",\n",
    "    \"degree\":\"\",\n",
    "    \"industry\":\"\",\n",
    "    \"scale\":\"\",\n",
    "    \"stage\":\"\",\n",
    "    \"position\":\"\",\n",
    "    \"jobType\":\"\",\n",
    "    \"salary\":\"\",\n",
    "    \"multiBusinessDistrict\":\"\",\n",
    "    \"multiSubway\":\"\",\n",
    "    \"page\":\"1\",\n",
    "    \"pageSize\":\"30\"\n",
    "}\n",
    "\n",
    "session = HTMLSession()\n",
    "\n",
    "headers = {\n",
    "    'authority': 'www.zhipin.com',\n",
    "    'method': 'GET',\n",
    "    'path': '/wapi/zpgeek/search/joblist.json?scene=1&query=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&city=101280100&experience=&payType=&partTime=&degree=&industry=&scale=&stage=&position=&jobType=&salary=&multiBusinessDistrict=&multiSubway=&page=1&pageSize=30',\n",
    "    'scheme': 'https',\n",
    "    'accept': 'application/json, text/plain, */*',\n",
    "    'accept-encoding': 'gzip, deflate, br',\n",
    "    'accept-language': 'zh-CN,zh;q=0.9,en;q=0.8,en-GB;q=0.7,en-US;q=0.6',\n",
    "    'cookie':'lastCity=101280100; wd_guid=2900a015-2f57-4466-86d0-2a9f6877d9a0; historyState=state; _bl_uid=n7l3kizp10brs1y69ehk0e99sF0e; YD00951578218230%3AWM_TID=VIw9tj27tWpBRUEVVRPQgDwCpFwgZfvY; __zp_seo_uuid__=9b3fd36b-664d-471e-89d4-375006215a6b; __l=r=https%3A%2F%2Fcn.bing.com%2F&l=%2Fcitysite%2Fguangzhou%2F&s=1; __g=-; boss_login_mode=sms; gdxidpyhxdE=ZYa2tmmZAteCmXTIKw2LviLi%2F6KWGUbIHNUf5dvTolAwCqQalcxT%5ChDCa6mXP%2B2vJMA1nfdnKmrGjTi7gn2%5CBXSZcBvA7bQBrJehGUsilNWdfUnKcjfCn%5CblDCmcU3NAsc7ReSHeQqwv%2FhwREbWVY90c7slGsaTjPxi%2FsSBwSMZ8fBl5%3A1686107608452; YD00951578218230%3AWM_NI=9mxeknAW7a%2B2XmiBqYL%2B3q8L5Gz2hyopADbaQrQ195UfSMWYcQiJ%2F9sxn2JvIWBd5hxoUuiX7YUpzHTx7KzHu8nA42lrXN3UtlEiFQTS5DI68fz18iWwonv%2B8xP1THI3U1o%3D; YD00951578218230%3AWM_NIKE=9ca17ae2e6ffcda170e2e6eeb6cc67e9bdfbb0e76a82b88ba2c55b939f9e83d86d8b86afd9cd66a599bfb4cd2af0fea7c3b92afbb3b886ea668389f982aa3a9cb3a7a3f45390f5fd92bb48f799b6d3eb73adb08fa5e16b93ae9fd2bc3f97ba9daed653a18fa7abae33b1a8a2d3c97e8b898e85b864bcb19b96ec54f5879b91f94498a8f9acf944b7e8a2a2b73ab0ae98afb25fb8b48b8ac55b988dfba5cc3efcbab6d2bb6395a9a18ff521fca8a0d2d7448bed9bd2ee37e2a3; wt2=DDwTxN_Np6Vs3weE2UeqpHLriVa9bTvll5mJVQPV-3DqBAZs3dJ6vNAH6hP4lyXccknvGJejBNTL82j5DdHhMPA~~; wbg=0; Hm_lvt_194df3105ad7148dcf2b98a91b5e727a=1684936079,1685258301,1685521737,1686106772; Hm_lpvt_194df3105ad7148dcf2b98a91b5e727a=1686106772; __zp_stoken__=d333eODQfPxB1QERxMRJRS0YtZTtkQg48AUUpQzlSNGJcVF5eLUwhTg8ueGQXICBlNm5HJA9dCjZ6JVY8cDUpGEwTX1M6YHBQSTs7c0leRCcPCQNtYwRqaBg%2BACVYeXsudFd1X319CzwtfiU%3D; __c=1686106667; __a=77455186.1684936079.1685521735.1686106667.21.4.4.21; geek_zp_token=V1R9onE-L131ZjVtRvxxsZKSyz6D7WxiQ~',\n",
    "    'referer': 'https://www.zhipin.com/web/geek/job?query=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&city=101280100',\n",
    "    'sec-ch-ua': '\"Microsoft Edge\";v=\"113\", \"Chromium\";v=\"113\", \"Not-A.Brand\";v=\"24\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"Windows\"',\n",
    "    'sec-fetch-dest': 'empty',\n",
    "    'sec-fetch-mode': 'cors',\n",
    "    'sec-fetch-site': 'same-origin',\n",
    "    'token': 'EPNWvHf06h7Gvp7Z',\n",
    "    'traceid': 'AAA4A0A6-0E97-442F-9CDD-C69397BC7225',\n",
    "    'user-agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/113.0.0.0 Safari/537.36 Edg/113.0.1774.57',\n",
    "    'x-requested-with': 'XMLHttpRequest',\n",
    "    'zp_token': 'V1R9onE-L131ZjVtRvxxgaLyy46jzQzSw~'\n",
    "}\n",
    "\n",
    "r = session.get(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "5a2009d5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'securityId': '4uHNauWV6yXZE-c1GWLssAFDF9KOIdmbK1e0N1r4ISqdz9vhilkAWdGFJ_5ysxgPYwEt884TN4VSARzgWS4R3By-rSdsGfQeKz2AjnwbsItobf6ICVA_mvEBjffdZ6usMtRS8Hrotn8ZWMN_Fenj4DLozfl9yLvoGfqMKUhWVk--IUzgVQ~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_8.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '8277dce1735221251nZ739S7EFNS',\n",
       "  'bossName': '苏先生',\n",
       "  'bossTitle': '人事负责人',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '61b24b3f306df4381Xx83dW8F1ZU',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.1',\n",
       "  'salaryDesc': '12-18K',\n",
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       "  'skills': ['C端产品', 'B端产品', '中台/后台产品'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '天河区',\n",
       "  'businessDistrict': '天河公园',\n",
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       "  'iconFlagList': [],\n",
       "  'itemId': 1,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1685773931000,\n",
       "  'encryptBrandId': '87f64371a4c88c101XF73dq_E1E~',\n",
       "  'brandName': '新美食',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20230314/7bf6f160950405e920d9003501b6a4cc1b059eb47f40945fe924a58fec352415b53c6b8ea598285b.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '互联网',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['五险一金', '保底工资', '底薪加提成', '绩效奖金', '法定节假日三薪'],\n",
       "  'industry': 100020,\n",
       "  'contact': False},\n",
       " {'securityId': 'qNH0D7H2Dby4c-61Cazn5DOr3osjoCvFZ-s_pHyTs1x9fv5CPSrNUemgxBLWfxzZMKNhQptePVecshqceYFXcm0Vzmqro9xNmrZbs1Zap_UBBKL5F9mUKYw5wM5PxkSOJzL58YkM3z3t0i-eo2g0XisiisW1ynyNElcbTQ3oiSNVmZM~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200627/cff2c4cbaa7e1b0110f2e2ead29e01a61c313659a3c7bc4494ceaff440cd8ed4_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '529375fb775d30831X1529-_FFE~',\n",
       "  'bossName': '李女士',\n",
       "  'bossTitle': '行政',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '4f92eb705f46fb0e1nV53dq9EFFY',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.2',\n",
       "  'salaryDesc': '10-15K',\n",
       "  'jobLabels': ['1-3年', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['产品经理',\n",
       "   '产品运营',\n",
       "   '产品设计',\n",
       "   '用户研究',\n",
       "   '需求分析',\n",
       "   'TO C',\n",
       "   '移动互联网',\n",
       "   '移动产品/APP'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '天河区',\n",
       "  'businessDistrict': '珠江新城',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 2,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1685147609000,\n",
       "  'encryptBrandId': 'edfe430b3522e7d41nJy3dS_GA~~',\n",
       "  'brandName': 'SF轻小说',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20190212/8b8f61a0f16d82516aae08f83e452789cfcd208495d565ef66e7dff9f98764da.jpg',\n",
       "  'brandStageName': 'A轮',\n",
       "  'brandIndustry': '音乐/视频/阅读',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['五险一金',\n",
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       "   '带薪年假',\n",
       "   '年终奖',\n",
       "   '零食下午茶',\n",
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       "   '股票期权',\n",
       "   '节日福利'],\n",
       "  'industry': 100011,\n",
       "  'contact': False},\n",
       " {'securityId': 'zCEpRN-4cSocs-717HNZhhEq8uz3W2il6G-xgXYjKzw7fQqXgIiyzlpa_fOxz2hMtGeefGWGsff8KFT1MI3s2-7E6RoSB3z3bO986PSbYN-OuXcpKj3k_24kD4rfFXt5wYGN_TMW7TzHiqOYCecPu6a3juYHVp9bi7yHdwYbXvIj',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_15.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '1e0065a245eec13f0HRy29m_Els~',\n",
       "  'bossName': '徐荣彬',\n",
       "  'bossTitle': '项目经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '2a2411c4f36382b71Xx72dm1FFVQ',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.3',\n",
       "  'salaryDesc': '9-13K',\n",
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       "  'skills': ['移动端产品', '小程序/H5产品', 'C端产品'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '',\n",
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       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
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       "  'iconFlagList': [],\n",
       "  'itemId': 3,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1682244475000,\n",
       "  'encryptBrandId': 'b4f5a9c900f2e4a103Rz094~',\n",
       "  'brandName': '中数通',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20160402/a2546fd76d76edef5bf4fba30b5dfc05dda91fad6cc8b0ce81475375397188e2.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '通信/网络设备',\n",
       "  'brandScaleName': '1000-9999人',\n",
       "  'welfareList': ['五险一金',\n",
       "   '节日福利',\n",
       "   '年终奖',\n",
       "   '带薪年假',\n",
       "   '补充医疗保险',\n",
       "   '高温补贴',\n",
       "   '餐补',\n",
       "   '通讯补贴',\n",
       "   '生日福利',\n",
       "   '绩效奖金',\n",
       "   '定期体检',\n",
       "   '企业年金',\n",
       "   '员工旅游'],\n",
       "  'industry': 100024,\n",
       "  'contact': False},\n",
       " {'securityId': '0PGeU0SqKTcZF-_1JTL3jnXHuPxmG2oAYMo4VBqAj4PPldFwGlcebyayjmGMij1oA63k5mis7oKVCg0QHoSQcQzZXrC-nNEx97WInGBcdjH3CEu-7t_JVNZS2Vp4ELM1Hal73-loEIIqov4T3JjhkJZM2uVhgFboo8hEHwtZlx_V0Q~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20221018/607f1f3d68754fd09adb38a156c78a714ad20d01b9f6272a6ac6dd688d970c46b7f99fb0003bf591_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '2b0ebf71455edd1d0XN-09q1GFQ~',\n",
       "  'bossName': '蔡雅雯',\n",
       "  'bossTitle': '人事',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '0dc635dd471558a81XFy2N60FVpX',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.4',\n",
       "  'salaryDesc': '10-15K',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
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       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '天河区',\n",
       "  'businessDistrict': '天河北',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
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       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
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       "  'city': 101280100,\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1681954225000,\n",
       "  'encryptBrandId': 'def13901d3b2432903Ry3Ni_',\n",
       "  'brandName': '金溪欣',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20161227/0dc2db89b6cbc4281eb204c51415d9c551160f301453e020b72d44331bf1a982.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '移动互联网',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['五险一金', '补充医疗保险'],\n",
       "  'industry': 100019,\n",
       "  'contact': False},\n",
       " {'securityId': 'vhVbLAOcl4swQ-N17Y7iLD6_bWI--H8zhsEzx--d-VngsH37EJsGY92UplpcpzY_aJaTglHQBt5r_IGQ2dKEJnd1f86-xqdCDgsaO_UEjSC0LTILd3rKE4YIEpJnlyqJ49Qu7_bgVXCF8sTYys-kOgg4oIK4LINq1iXSVJudBJaXt_U~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_1.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '13dad85a5c5f4bdf03Z83d-4FFQ~',\n",
       "  'bossName': '朱女士',\n",
       "  'bossTitle': '招聘专员',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '9188e83fe54cccec1nN82dq-FlVY',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.5',\n",
       "  'salaryDesc': '10-15K',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['AI产品', 'B端产品', '数据产品', '数据分析', '数据产品', '产品规划', '产品设计', '市场调研'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '越秀区',\n",
       "  'businessDistrict': '麓湖公园',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 5,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1684913634000,\n",
       "  'encryptBrandId': '68157578dbe19f7f1XR53t66EA~~',\n",
       "  'brandName': '易教优培',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20191013/188f51067245ecb1c42be651a58ed7381333de6e97a73f369ade829abd582fcc_s.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '培训机构',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['餐补', '全勤奖', '节日福利', '五险一金', '员工旅游', '带薪年假', '交通补助'],\n",
       "  'industry': 100303,\n",
       "  'contact': False},\n",
       " {'securityId': 'inYvgzg9yOcxf-r1qdDfcT6oiu6dALMOXSAhzdpDLSZre517xOkWMzwJysCbfui7JQ0F3rdkNBhTTSI_P2FMIHX6FG-vIncfHb0hjhXmdct39EzqWFbKgtq8bSAe8bxnAdPRbrPzDSXi4N4cU1k-Jz1PPwkvHZSiumA7BHRsIra5QQ~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220817/607f1f3d68754fd0c6ff3524255a606d9631df77bbbd0ca598c9d75556ca464a5e16a656a6e0faa4_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '4fb47d0a5a573b621HRz2d29EVc~',\n",
       "  'bossName': '谭女士',\n",
       "  'bossTitle': '行政人事主管',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '3fb9e60672ba0bd11nx82t69FlJX',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.6',\n",
       "  'salaryDesc': '9-14K',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['C端产品', '用户研究', '墨刀', '市场调研', 'Axure', '产品运营'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '海珠区',\n",
       "  'businessDistrict': '琶洲',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 6,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1681932004000,\n",
       "  'encryptBrandId': 'caa1d9ba400fe4871XZ42N61',\n",
       "  'brandName': '超级课程表',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20160622/7354ded37047fc0dde3ce41467fe2960e9acd4fa27f27853235e378b8750021d.jpg',\n",
       "  'brandStageName': 'B轮',\n",
       "  'brandIndustry': '移动互联网',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['带薪年假', '五险一金'],\n",
       "  'industry': 100019,\n",
       "  'contact': False},\n",
       " {'securityId': 'L17xNFcwPtgkV-P14dLK7dIvqCYS74FedwcNq1xUuzRKjGQRmj_RdnhgvVMq6zrWOxKck5D4W5cUD5vbOknHGwjhn7-u73LnEo_R69lhqJyCc0U65Vy_W5a0BiOxV8wpH0PY0J7k48zcVCVTvNcTMMPDbcadH2L-SoQaGmXTi_LqxkHbXQ~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220727/607f1f3d68754fd0e776bd7e3f95d56c9c4187b54a5d4ac45f13e2af3e032345833537c46f4d0fce_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '27c97d3da25e0fe20nF43tq7E1JY',\n",
       "  'bossName': '乐女士',\n",
       "  'bossTitle': '人事专员',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': 'c563ca368f9bd2341Xx83tq8GFVW',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.7',\n",
       "  'salaryDesc': '11-18K',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['数字孪生', '不限', '元宇宙'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '黄埔区',\n",
       "  'businessDistrict': '万达广场',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 7,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1686106822000,\n",
       "  'encryptBrandId': 'be80b4440d2952531Xd429i0EFo~',\n",
       "  'brandName': '广州圣名科技',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20230228/7bf6f160950405e9d204822fdf70dc444c4254ab6edcae905f13e2af3e032345833537c46f4d0fce.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '互联网',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['五险一金', '包吃', '绩效奖金', '加班补助'],\n",
       "  'industry': 100020,\n",
       "  'contact': False},\n",
       " {'securityId': '4epkRHIckEIHv-y1YsnPWw9KrjrtQLsgD5tk1nlN9fA-yWVfIkR621w9TIbos0bilj663CSAD8ZMck8mmdIT7_vd2iaE2XJa8JGoILzr2qA8Fc3TBnisTJZWPOhwxJbrZCY93KgrBR2VxRKei2MZgxT9SzVQXMOyWZRbsLsxopanSH4~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20221117/607f1f3d68754fd06be0ee0c165986b85911e2cbf1d617457edabde3cc39a8855b97bc94f32d18bc_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'a5e28f5c6ce4f3540nZ90tq0FlJZ',\n",
       "  'bossName': '朱女士',\n",
       "  'bossTitle': 'HR',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': 'a5d0692d994f471a1Xx80tW9FVBQ',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理  双休五险一金',\n",
       "  'lid': '3hYkUhS6eHY.search.8',\n",
       "  'salaryDesc': '10-15K',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['初级产品经理', 'SaaS'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '海珠区',\n",
       "  'businessDistrict': '琶洲',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 8,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1684984243000,\n",
       "  'encryptBrandId': '47af211cd0cb9f1103d82ti_',\n",
       "  'brandName': '携旅信息',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20190831/571b0012910d7870a650273a08b42f6b9ecb4c6d05af6fbeb4fd7f85762eb57c_s.jpg',\n",
       "  'brandStageName': 'B轮',\n",
       "  'brandIndustry': '互联网',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['五险一金',\n",
       "   '团建聚餐',\n",
       "   '通讯补贴',\n",
       "   '节日福利',\n",
       "   '生日福利',\n",
       "   '带薪年假',\n",
       "   '免费咖啡',\n",
       "   '零食下午茶',\n",
       "   '婚育礼金'],\n",
       "  'industry': 100020,\n",
       "  'contact': False},\n",
       " {'securityId': 'Ps86BTfF2wuRO-x1oXGf7o57BMuhsPw4CXcPmDVZsqe88B0gzU408Z6RxUcq-jUxUB6CL814VBCScqq438ESjPh3_5I5z6x3bAX0fVur1zQb2rqY_1Nwj17KFYFXqWRvkQh8Z_j5sGUKHDKBOTgX_yzbRk0Earz_-5pwIZAD-DFIGFA~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200810/e622834b8d46d2bd787c844d1400fac9745fc49ca7085e852a9ae721a7e2dca8_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '025cd3e260c550c21HV83961F1Q~',\n",
       "  'bossName': '詹女士',\n",
       "  'bossTitle': 'HR经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '1ceec89465ebc36c1nN73Nm7GFZZ',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.9',\n",
       "  'salaryDesc': '10-15K',\n",
       "  'jobLabels': ['3-5年', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['数据产品', '需求分析', '产品设计', 'SQL'],\n",
       "  'jobExperience': '3-5年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '番禺区',\n",
       "  'businessDistrict': '长隆',\n",
       "  'jobType': 0,\n",
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       "  'iconFlagList': [],\n",
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       "  'city': 101280100,\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1684983901000,\n",
       "  'encryptBrandId': 'd14db5939fef41761nZ429u7Eg~~',\n",
       "  'brandName': '今之港',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20220915/7bf6f160950405e9d8c0bec9ac3ef61bbb1d98e20f99a00bf6585f6676eae9951d6e70917b4ba85a.jpg',\n",
       "  'brandStageName': '天使轮',\n",
       "  'brandIndustry': '在线教育',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['加班补助',\n",
       "   '五险一金',\n",
       "   '零食下午茶',\n",
       "   '有无线网',\n",
       "   '免费工装',\n",
       "   '团建聚餐',\n",
       "   '带薪年假',\n",
       "   '交通补助',\n",
       "   '节日福利'],\n",
       "  'industry': 100012,\n",
       "  'contact': False},\n",
       " {'securityId': 'fHkOFu4DhpVz_-w1qCC6d1ih76ueOOZ7fx_0T6ODEH0mARuPKUBMtDA10Bz0i7YeVdiG-b-XuaAZiEKpe8hpjNE2cvXlFV9Avj0S7WUnUAXbPd4LkGytg-_VqS-fgo1UnLesPXTvN0d3HpYB2gdEtvG3kZgNfK2-eoBPC6mD0iKFc78~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_1.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'c838ae5627fc469733B-3925GFM~',\n",
       "  'bossName': '邓女士',\n",
       "  'bossTitle': 'HR',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': 'd818fdd0f534b6111XJ63t-8GFRZ',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理 (MJ002721)',\n",
       "  'lid': '3hYkUhS6eHY.search.10',\n",
       "  'salaryDesc': '15-30K·15薪',\n",
       "  'jobLabels': ['3-5年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['B端产品'],\n",
       "  'jobExperience': '3-5年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '天河区',\n",
       "  'businessDistrict': '员村',\n",
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       "  'iconFlagList': [],\n",
       "  'itemId': 10,\n",
       "  'city': 101280100,\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1680755385000,\n",
       "  'encryptBrandId': '45171c7ac293db5c1nR63NS4EA~~',\n",
       "  'brandName': '趣丸',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20230131/7bf6f160950405e9d26df0b6b116de7ab762142b8e115fc99e5cc960dd9563abaae410309b2ddfa7.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '移动互联网',\n",
       "  'brandScaleName': '1000-9999人',\n",
       "  'welfareList': ['包吃',\n",
       "   '天天下午茶',\n",
       "   '带薪年假',\n",
       "   '节日福利',\n",
       "   '年终奖',\n",
       "   '六险一金',\n",
       "   '员工旅游',\n",
       "   '股票期权'],\n",
       "  'industry': 100019,\n",
       "  'contact': False},\n",
       " {'securityId': 'Hd5qzSlfmYbuA-71ABNPfng2mJ9Yf6kfppuXP2ELEUksZuYlsKjMNkRo0GFF9WzxsQIzme3Z1NyMcZKsrazDBX1oEhQPbl_nJqluXgQjwTRQ9DgkyS25VMl5wSDJDV9Z5BKiLtUpTDfk8TOs6hqzrKUyjesJSKaZOxSh-cNe-PgviMG0',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230404/607f1f3d68754fd052f3ef35e36f7754b3d30fbf5126f5354277ee3bd23ef86126df6a14a009e9c5_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'cfa35297c09d2d900XZ93dq9EVM~',\n",
       "  'bossName': '杜先生',\n",
       "  'bossTitle': '招聘者',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '29a833a118a00d701XN-09u6E1dX',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.11',\n",
       "  'salaryDesc': '8-12K',\n",
       "  'jobLabels': ['1-3年', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['C端产品'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
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       "  'jobDegree': '大专',\n",
       "  'cityName': '广州',\n",
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       "  'iconFlagList': [],\n",
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       "  'city': 101280100,\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1684800551000,\n",
       "  'encryptBrandId': '76586874d6b60ce11nd-09S8F1Q~',\n",
       "  'brandName': '聚乐',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20230404/7b5b554d84f9729c2bbe4743c4ac1028b5ab7e9c450e6eaf4277ee3bd23ef86126df6a14a009e9c5.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '社交网络',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': ['股票期权', '年终奖', '员工旅游', '五险一金', '餐补', '带薪年假', '零食下午茶'],\n",
       "  'industry': 100013,\n",
       "  'contact': False},\n",
       " {'securityId': 'RPPeaFF4v2FWA-Q1WHSQVFekqxRYklpPyrUYWILFIlajoE32MwOmAs2Tbbd6s-0DCRaSgafrs3xWY72iAqcKW4_4iCacsxkTJcfeMaFe_o_n78Y6qUK4pc5kQYnDJmIw-5W2Yt663jJCLFw5HLdjnpqfaKPNJQO8zyl81nVdnPCZMw~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20200803/2544657ed9fe8417276343a072ec196ce7f9ed8eca89444dd3dff4e2908424ab_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '899fc7f77b53e3680nV_0ty9FVY~',\n",
       "  'bossName': '朱女士',\n",
       "  'bossTitle': '招聘专员',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '4adb08e04a4087c81XVy2Nq0FVNW',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.12',\n",
       "  'salaryDesc': '13-16K·14薪',\n",
       "  'jobLabels': ['3-5年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['需求分析', '产品设计', 'Axure', 'TO B'],\n",
       "  'jobExperience': '3-5年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '天河区',\n",
       "  'businessDistrict': '跑马场',\n",
       "  'jobType': 0,\n",
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       "  'iconFlagList': [],\n",
       "  'itemId': 12,\n",
       "  'city': 101280100,\n",
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       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1681799694000,\n",
       "  'encryptBrandId': 'c901ee439ffe43a81nN92t2-',\n",
       "  'brandName': '九毛九餐饮',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20191012/684f31b22bb429c935a73a7e1ea9691fd5a1deee382f780120f397591da881ef_s.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '餐饮',\n",
       "  'brandScaleName': '10000人以上',\n",
       "  'welfareList': ['员工旅游', '全勤奖', '带薪年假', '社会保险', '包吃', '节日福利'],\n",
       "  'industry': 101101,\n",
       "  'contact': False},\n",
       " {'securityId': 'W4Fq2oIx_cKgJ-M1vToabs9zVIxAbydP9kMtfM0MENU2ouhWLMB7EyY3tKJ0q1b-GChSyOuCK64orBf6JQHO0VxP7kKVYEkdX3RCaoSyCFHQzD1gpOvOG9Rlv3sxLUdPQn4xeAGxzV6ZarLdBW386B-kCQG9rwoR_IVk1dEg4sz7GVs~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230605/607f1f3d68754fd0b53f165be4632a2f8aa10aa4e24e855fb0fe6f0183cf1ccd5a12e953035be0dd_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '495c0bdb43ccc3ca0HB60969ElA~',\n",
       "  'bossName': '毛小娟',\n",
       "  'bossTitle': '人事主管',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '9d0a3481f080de891XV_29u5GFVU',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.13',\n",
       "  'salaryDesc': '25-30K',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['英语'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '黄埔区',\n",
       "  'businessDistrict': '万达广场',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
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       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 13,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1685428318000,\n",
       "  'encryptBrandId': 'b2d42430859933db1XRz09i7EA~~',\n",
       "  'brandName': '金其利',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20210422/be204aecd83c5fe85997c1f196874a51b0fe6f0183cf1ccd5a12e953035be0dd.jpg',\n",
       "  'brandStageName': 'A轮',\n",
       "  'brandIndustry': '计算机服务',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['全勤奖',\n",
       "   '带薪年假',\n",
       "   '节日福利',\n",
       "   '五险一金',\n",
       "   '定期体检',\n",
       "   '零食下午茶',\n",
       "   '加班补助',\n",
       "   '员工旅游'],\n",
       "  'industry': 100023,\n",
       "  'contact': False},\n",
       " {'securityId': 'Z0Glug9xNR1R5-21RB6YQXTKMj-j4RVAMAKPbIHlTWrfU3smu1Hv32WVsm-hnu9Iv2Scd_KS7sywSPlPX9K_MRNvAW6RlTBOnT5Qn9ToiT6LiJF8w8C5WdYzei24zYfO7ESIsNPxjPav',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210622/1dc020abe54c0c13af28c35e17e3d4a17474976d8c5256a527350d1d8a2f8e2b_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'e2726b20c0c791891nV82ti5EFpT',\n",
       "  'bossName': '陈女士',\n",
       "  'bossTitle': '招聘经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '1d5ae855e019a5091XVz39W-GFBT',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.14',\n",
       "  'salaryDesc': '9-12K·13薪',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['市场调研', '产品设计', '用户研究', '产品运营', '项目管理', 'Axure', '电商产品', '需求分析'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '天河区',\n",
       "  'businessDistrict': '林和',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
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       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 14,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1684370628000,\n",
       "  'encryptBrandId': '6840ecd1a9c999361nB93N6-GA~~',\n",
       "  'brandName': '人人租',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20210924/7bf6f160950405e9b93cfc9857eecce9c1daaec2c3c3434a31a5ce135d5ed7b5f75729b150d8a98d.jpg',\n",
       "  'brandStageName': 'C轮',\n",
       "  'brandIndustry': '企业服务',\n",
       "  'brandScaleName': '500-999人',\n",
       "  'welfareList': ['全勤奖',\n",
       "   '五险一金',\n",
       "   '年终奖',\n",
       "   '餐补',\n",
       "   '节日福利',\n",
       "   '生日红包',\n",
       "   '定期体检',\n",
       "   '加班补助',\n",
       "   '股票期权',\n",
       "   '零食下午茶',\n",
       "   '员工旅游',\n",
       "   '带薪年假'],\n",
       "  'industry': 100015,\n",
       "  'contact': False},\n",
       " {'securityId': 'HIlQtuY38Makp-x17id75sF95dj2PS76gFP_2lmf_2MXzXnEjtscnAqDWZdeFsersM5L5rKMejnPD88gx3Cy8U-kSLRZyrCPh63zuEYshj5-aZXXZTW1Sv7gaOnfbRO4Iyk762dTQZw8ygOSwwlo3HDhW2am7M3xyYaGjBrwpYDPulyk',\n",
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       "  'bossCert': 3,\n",
       "  'encryptBossId': '691220a34821ef5f1nV-39W8GFtV',\n",
       "  'bossName': '何女士',\n",
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       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '24e5e50cf436b1c21Xx83d64EldW',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.15',\n",
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       "  'gps': None,\n",
       "  'lastModifyTime': 1686106259000,\n",
       "  'encryptBrandId': '21bfcfd8fe09e0691HV72dq7Fw~~',\n",
       "  'brandName': '得逸信息',\n",
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       "  'bossCert': 3,\n",
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       "  'bossName': '盘先生',\n",
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       "  'bossOnline': True,\n",
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       "  'brandName': '粤千里',\n",
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       "  'jobDegree': '本科',\n",
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       "  'lastModifyTime': 1686104913000,\n",
       "  'encryptBrandId': '7ed3639f7b473be21XB82tm4GVI~',\n",
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       "  'welfareList': ['节日福利', '带薪年假', '绩效奖金', '零食下午茶', '五险一金'],\n",
       "  'industry': 100021,\n",
       "  'contact': False},\n",
       " {'securityId': 'Ed-sYn9Yhlu3i-116DsHuRhbhisyvcoDiUhjdW0PTn-sbrssZh-GYPhfbOz_u8pKaN7uf5ujlJsaRcFOXVKehtzOV7aFd-d9QWoV9QGyyRR01oDXiPnC7iS6oCyADKZOakZuWkkfSP82X1zPvURKukRFGHMcIXa_FM7ul_Qqz7zvKabq',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20211009/607f1f3d68754fd07577e2b3cff472b1f1c30c8ff9f90db79b1414fabc646e2c65ec9b70028cde69_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '0e5325ddbe2cf3d83n160tS4E1E~',\n",
       "  'bossName': '符女士',\n",
       "  'bossTitle': '人事行政',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': 'c220152e01d859331XJy3dq7EFRW',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.22',\n",
       "  'salaryDesc': '10-12K',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['小程序/H5产品', 'APP', '产品设计'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '番禺区',\n",
       "  'businessDistrict': '祈福',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 22,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1682295568000,\n",
       "  'encryptBrandId': '7fa34f83d5dcbc391n1-09W_FFA~',\n",
       "  'brandName': '奕林教育',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20211020/7bf6f160950405e99465bd497985290fa661b43a59bc660193fa99fe11620713a571a3de9d5301c2.jpg',\n",
       "  'brandStageName': 'A轮',\n",
       "  'brandIndustry': '运营商/增值服务',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['节日福利', '零食下午茶', '五险一金', '加班补助', '全勤奖', '带薪年假'],\n",
       "  'industry': 100025,\n",
       "  'contact': False},\n",
       " {'securityId': 'uSq9W2ztEYG5f-W1z5gH67Qh0vxHbwd8Nup1kvYDR1ME92RwoQByorYfyDOh8AKiZTOBgydPN_pxnkfxTSzKEE7ujycALl1qYzE6OGYWb_adK3zMG7LDeOfZD-81k0E8bTwJ-NiCLN61M1_vpniYL8rmdRHzco4kMMidofoHezNwqus~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210317/5f9d7b2c5d951d8de67e9f9a3183b54b59f920fe09536e9ca098ac46546f619d_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'ad36d310afce00cc33Z_0929F1A~',\n",
       "  'bossName': '方颖',\n",
       "  'bossTitle': '人事HR',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': 'b95f48a7e1a0b2531Xx_3d61FltS',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.23',\n",
       "  'salaryDesc': '8-10K',\n",
       "  'jobLabels': ['1-3年', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['B端产品', '中台/后台产品', '移动端产品'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '黄埔区',\n",
       "  'businessDistrict': '万达广场',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 23,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1685338927000,\n",
       "  'encryptBrandId': '52f74776746f306b0nd_2di8Fw~~',\n",
       "  'brandName': '广东天之河',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/mcs/chatphoto/20200917/9d0ed45d63e42acc5e1b272760dc7ec0adf6c5ac06aaaa348f60dd22f5df8701_s.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '智能硬件',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['带薪年假',\n",
       "   '交通补助',\n",
       "   '补充医疗保险',\n",
       "   '五险一金',\n",
       "   '定期体检',\n",
       "   '加班补助',\n",
       "   '餐补',\n",
       "   '全勤奖',\n",
       "   '年终奖',\n",
       "   '通讯补贴',\n",
       "   '员工旅游',\n",
       "   '节日福利'],\n",
       "  'industry': 100018,\n",
       "  'contact': False},\n",
       " {'securityId': 'l0SEfhMt92DZu-01l6etLrPrFY7785Zr23tQertIAtePq6-HkD3KbYbjBlqIw9KvNtJ8Pt8AXiggOyo-HTNthRHDM9HnFrZWF4S0o7j5dRvrLyrRMpeLMrs_tIeI9Or_yp7iq67_w7WX7ogVCZi2kbKVnGUqr6XZzzUFU0OzU6r1WNKADQ~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/boss/avatar/avatar_2.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'ff2d59c5adf1509a0nF72tW7FVdV',\n",
       "  'bossName': '苏幸欣',\n",
       "  'bossTitle': '人事专员',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '6eb85db03a6d72d41XB52tu7GFNV',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.24',\n",
       "  'salaryDesc': '5-10K',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['B端产品', '功能产品', '一般食品', '市场调研'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '番禺区',\n",
       "  'businessDistrict': '市桥',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 24,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1685599619000,\n",
       "  'encryptBrandId': '7d0d99b5ee77e3781nN82dy1GFQ~',\n",
       "  'brandName': '金宝罗',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20211022/7b5b554d84f9729cf413e1747493727a94437bdf7d53626648c2443ed4da8042104bd4b0e10fa73c.jpg',\n",
       "  'brandStageName': '已上市',\n",
       "  'brandIndustry': '食品/饮料/烟酒',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['住房补贴',\n",
       "   '餐补',\n",
       "   '年终奖',\n",
       "   '员工旅游',\n",
       "   '全勤奖',\n",
       "   '通讯补贴',\n",
       "   '带薪年假',\n",
       "   '节日福利',\n",
       "   '五险一金',\n",
       "   '零食下午茶',\n",
       "   '交通补助'],\n",
       "  'industry': 101001,\n",
       "  'contact': False},\n",
       " {'securityId': 'jauTXH94fKJa7-I17_2mdYILiaLtxngzCSN6qd-1YeRTBmLFPxPRIE30pe_z6q6LmY8Zc7NktyVfgi_-911GE4v-v4Q81w0KtpKNoLB5DbphmF1vXQ5OogPmhfd5M7kOwfuc8YA2hA_K',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230526/607f1f3d68754fd0012a1640926db1d7fa5c10d4343842c619404e6b759f9cf6c6fd4b6760b14cb4_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '0b4a312a333f66120HZ-2dy9Fls~',\n",
       "  'bossName': '鲁静怡',\n",
       "  'bossTitle': 'HR',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': 'c25004d1e323b02c1Xx90t25FlZY',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.25',\n",
       "  'salaryDesc': '9-13K',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['移动端产品', 'B端产品', 'C端产品'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '番禺区',\n",
       "  'businessDistrict': '市桥',\n",
       "  'jobType': 0,\n",
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       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 25,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1685325106000,\n",
       "  'encryptBrandId': '1632084a861fdcaf1XN80965F1Q~',\n",
       "  'brandName': '广州幸荷',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '计算机软件',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': [],\n",
       "  'industry': 100021,\n",
       "  'contact': False},\n",
       " {'securityId': 'PgiAEbaODox2w-N1-phIjwiG8GK2s3wYpyIlmwYIonujzRlRrpRfPr1ktc_WYASXAXpYm30BLEorkUzRaknIBWl7MmF97T5Utv5KBGMdoibyfZ_yrpN-eArTawTiCshOCRMFyJbUDyZ6-Z7cBDETSkIgM1gmNZC99dlr6c93XrGhrWQS',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20201209/8cb6e4f3dcc8487724db44c125b5bed0c9d42c4a2b39d18bf49c67bc541c915b_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '056eaa1547c8db281X142t64E1c~',\n",
       "  'bossName': '崔女士',\n",
       "  'bossTitle': 'HR',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': 'a312843a605959b61n163Ny6FlRQ',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.26',\n",
       "  'salaryDesc': '8-12K',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['产品设计', '数据分析', '电商产品经理', '物流产品经理', '仓储产品经理', 'B端产品经理'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '天河区',\n",
       "  'businessDistrict': '龙口',\n",
       "  'jobType': 0,\n",
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       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
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       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 26,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1684921660000,\n",
       "  'encryptBrandId': '67b76f7d9016c3fd1nRy29i5F1Q~',\n",
       "  'brandName': '甲壳虫',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/logo/20201209/8cb6e4f3dcc8487724db44c125b5bed0c9d42c4a2b39d18bf49c67bc541c915b.png',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '计算机软件',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['节日福利', '员工旅游', '补充医疗保险', '零食下午茶', '年终奖', '五险一金', '带薪年假'],\n",
       "  'industry': 100021,\n",
       "  'contact': False},\n",
       " {'securityId': 'PWeQlRdbhF-mM-c154ttQubmxxmGilKdWrIxrEudjO2ylWkVPPnzF-Q2fK467octFGvxvNZmIC7AEUPHg58vNDa4OS2S2BND96oRjlK0D1Ynck9iZfdek4pJycouV6HonxJCO6f-534~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20191011/6cf19a633b99240f3de1e21345200d71ac13757551b61a54dd9adc1b30dbe4d4_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '1c48ab905af6d60b0HN739y5FlU~',\n",
       "  'bossName': '常恋恋',\n",
       "  'bossTitle': '高级产品经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': False,\n",
       "  'encryptJobId': '7ee757b67058a7ee1nd73N6_EFtV',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.27',\n",
       "  'salaryDesc': '200-250元/天',\n",
       "  'jobLabels': ['4天/周', '4个月', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['B端产品', '数据产品', '中台/后台产品', '需求分析', '产品设计'],\n",
       "  'jobExperience': '',\n",
       "  'daysPerWeekDesc': '4天/周',\n",
       "  'leastMonthDesc': '4个月',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '越秀区',\n",
       "  'businessDistrict': '东风中路',\n",
       "  'jobType': 4,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 27,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1660102881000,\n",
       "  'encryptBrandId': 'ae9cceba97b3fdfd1XR609q_Ew~~',\n",
       "  'brandName': '数字广东',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20211231/7bf6f160950405e9522ef136d1f070db2321f5850003a38efd7ef9bec52b75231961b00245197196.jpg',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '计算机软件',\n",
       "  'brandScaleName': '1000-9999人',\n",
       "  'welfareList': ['补充医疗保险',\n",
       "   '员工旅游',\n",
       "   '节假日加班费',\n",
       "   '餐补',\n",
       "   '法定节假日三薪',\n",
       "   '定期体检',\n",
       "   '通讯补贴',\n",
       "   '零食下午茶',\n",
       "   '带薪年假',\n",
       "   '五险一金',\n",
       "   '节日福利',\n",
       "   '交通补助',\n",
       "   '年终奖'],\n",
       "  'industry': 100021,\n",
       "  'contact': False},\n",
       " {'securityId': '-wZ23xdvRaoCS-o1D8RQmcs9GEOOWY4uSM9fyjILGkxwxq4whLlNPmqBZXyiSwfH84y3VR751v6tELRh3NOFy9Aq12A9w9zemgR_P2S1GqZksfJfzSArnWSTZChhFk8-84yu_AhyhdrbhQaT0whbERFrWJ2tpFrIRvQco_nzF44P0Sbm',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20230523/607f1f3d68754fd0dac5c8fbb5c639d7288876a53d049876b77d989da85ff9ed69961f77ade86c77_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'a817ab776e6c5bcd0nR52NS-FFdY',\n",
       "  'bossName': '冯女士',\n",
       "  'bossTitle': '人事',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': 'f16331831b3f786c1Xxy39-1EVtY',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.28',\n",
       "  'salaryDesc': '15-30K',\n",
       "  'jobLabels': ['3-5年', '大专'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['高级产品经理', '护肤品', '新品开发经理'],\n",
       "  'jobExperience': '3-5年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '大专',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '白云区',\n",
       "  'businessDistrict': '白云大道',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 28,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1685584903000,\n",
       "  'encryptBrandId': '15f20f94ce7bb3e603R43Ni_EQ~~',\n",
       "  'brandName': '果润公司',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/upload/com/workfeel/20211119/7bf6f160950405e9655f70c6fd61d0054b08a8f556bbf8d09d5ed0da3f56366759f8331e8f84d2fa.jpg',\n",
       "  'brandStageName': '不需要融资',\n",
       "  'brandIndustry': '日化',\n",
       "  'brandScaleName': '100-499人',\n",
       "  'welfareList': ['生日福利',\n",
       "   '员工旅游',\n",
       "   '年终奖',\n",
       "   '节日福利',\n",
       "   '全勤奖',\n",
       "   '带薪年假',\n",
       "   '零食下午茶',\n",
       "   '底薪加提成',\n",
       "   '股票期权'],\n",
       "  'industry': 101002,\n",
       "  'contact': False},\n",
       " {'securityId': 'hvZD7nWGFPQ6h-q1BLzbcJ1c6GAfEg23vkQw6FCeqqqQv5jxZTk1VYXrP2yhzsRzHoswz-AupoWkvto5Kn0FCsh1Q6HQhvZ3GA1htjyHbddkzmIkU7YKAGlKq_6HfvT6hZwO1zZx8i2yzRX2PxaOEpY2cEJoGbHiwaF-BWrBKqrBZ5B4',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20210518/7e78109666a7e45234bcbcc71faac0d8d2cb8fb19e7a699c44637aa9c4ef6dba_s.jpg',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': 'afddb4a902862d031X140ti_FlQ~',\n",
       "  'bossName': '胡女士',\n",
       "  'bossTitle': '人事主管',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': 'abcd726d2cc8c10c1XF72NW_EFRT',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.29',\n",
       "  'salaryDesc': '15-18K',\n",
       "  'jobLabels': ['3-5年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['数据分析', '功能产品', '小程序产品', 'saas', '电商商城', '需求分析', '产品规划', '规格说明书'],\n",
       "  'jobExperience': '3-5年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '番禺区',\n",
       "  'businessDistrict': '东环',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 29,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1685079939000,\n",
       "  'encryptBrandId': '9642f1ffc47a131a1nx-2d--E1c~',\n",
       "  'brandName': '嘻游邦',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/app/mobile/normal-0e3f1e4441a21d4874cece3a3d81f0fe.png',\n",
       "  'brandStageName': '未融资',\n",
       "  'brandIndustry': '计算机软件',\n",
       "  'brandScaleName': '20-99人',\n",
       "  'welfareList': ['加班补助',\n",
       "   '五险一金',\n",
       "   '生日福利',\n",
       "   '带薪年假',\n",
       "   '节日福利',\n",
       "   '定期体检',\n",
       "   '餐补',\n",
       "   '员工旅游'],\n",
       "  'industry': 100021,\n",
       "  'contact': False},\n",
       " {'securityId': 'FGsDwXBf6NCRs-01CNSxjZnpLVFocatAczc8DoVMOYgQrT10rV8chJQJgaSTj-Oarr69VtGofDCIfQ07Kkc80PRM_lsEtrM4WPfpkcGFav0yaZa55pYW4JWLVht7Jb5IkS5PCQek28H3w6Tu6fdDjZMOmQ6XWaAUY3ziRIZ2xNFbaP0FiA~~',\n",
       "  'bossAvatar': 'https://img.bosszhipin.com/beijin/upload/avatar/20220705/607f1f3d68754fd0f3cca21706e8994bb150a508f036a213d601ed866774d617bcef176a9f858b9c_s.png',\n",
       "  'bossCert': 3,\n",
       "  'encryptBossId': '2d167607f298fcda0nB909i9EFdR',\n",
       "  'bossName': '徐雨瀚',\n",
       "  'bossTitle': '项目经理',\n",
       "  'goldHunter': 0,\n",
       "  'bossOnline': True,\n",
       "  'encryptJobId': '5e3838bb64086e9b1Xxy39y8EldV',\n",
       "  'expectId': 603711635,\n",
       "  'jobName': '产品经理',\n",
       "  'lid': '3hYkUhS6eHY.search.30',\n",
       "  'salaryDesc': '7-8K',\n",
       "  'jobLabels': ['1-3年', '本科'],\n",
       "  'jobValidStatus': 1,\n",
       "  'iconWord': '',\n",
       "  'skills': ['移动端产品', 'B端产品', 'C端产品'],\n",
       "  'jobExperience': '1-3年',\n",
       "  'daysPerWeekDesc': '',\n",
       "  'leastMonthDesc': '',\n",
       "  'jobDegree': '本科',\n",
       "  'cityName': '广州',\n",
       "  'areaDistrict': '海珠区',\n",
       "  'businessDistrict': '昌岗',\n",
       "  'jobType': 0,\n",
       "  'proxyJob': 0,\n",
       "  'proxyType': 0,\n",
       "  'anonymous': 0,\n",
       "  'outland': 0,\n",
       "  'optimal': 0,\n",
       "  'iconFlagList': [],\n",
       "  'itemId': 30,\n",
       "  'city': 101280100,\n",
       "  'isShield': 0,\n",
       "  'atsDirectPost': False,\n",
       "  'gps': None,\n",
       "  'lastModifyTime': 1686106786000,\n",
       "  'encryptBrandId': 'cb84fcbc81a604cc1nN-2dW8Els~',\n",
       "  'brandName': '全睿信息科技有限公司',\n",
       "  'brandLogo': 'https://img.bosszhipin.com/beijin/icon/894ce6fa7e58d64d57e7f22d2f3a9d18afa7fcceaa24b8ea28f56f1bb14732c0.png',\n",
       "  'brandStageName': '',\n",
       "  'brandIndustry': '互联网',\n",
       "  'brandScaleName': '0-20人',\n",
       "  'welfareList': [],\n",
       "  'industry': 100020,\n",
       "  'contact': False}]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "jobL = response_data['zpData']['jobList']\n",
    "jobL"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "50e76341",
   "metadata": {},
   "source": [
    "## 翻页"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "6bae293b",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "071d0159",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 0,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 1,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 2,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 3,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 4,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 5,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 6,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 7,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 8,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 9,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 10,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 11,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 12,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 13,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 14,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 15,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 16,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 17,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 18,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 19,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 20,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 21,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 22,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
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       " {'scene': '1',\n",
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       " {'scene': '1',\n",
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       " {'scene': '1',\n",
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       "  'city': '101280100',\n",
       "  'experience': '',\n",
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       "  'multiSubway': '',\n",
       "  'page': 28,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 29,\n",
       "  'pageSize': '30'},\n",
       " {'scene': '1',\n",
       "  'query': '产品经理',\n",
       "  'city': '101280100',\n",
       "  'experience': '',\n",
       "  'payType': '',\n",
       "  'partTime': '',\n",
       "  'degree': '',\n",
       "  'industry': '',\n",
       "  'scale': '',\n",
       "  'stage': '',\n",
       "  'position': '',\n",
       "  'jobType': '',\n",
       "  'salary': '',\n",
       "  'multiBusinessDistrict': '',\n",
       "  'multiSubway': '',\n",
       "  'page': 30,\n",
       "  'pageSize': '30'}]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(31):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['page']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "b9aec815",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "6d99a635",
   "metadata": {},
   "outputs": [],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    r = session.get(url, data=json.dumps(payload), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(jobL)\n",
    "    response_df.append(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "328ea0c8",
   "metadata": {},
   "outputs": [
    {
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       "      <td>100021</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>FGsDwXBf6NCRs-01CNSxjZnpLVFocatAczc8DoVMOYgQrT...</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/upload/avata...</td>\n",
       "      <td>3</td>\n",
       "      <td>2d167607f298fcda0nB909i9EFdR</td>\n",
       "      <td>徐雨瀚</td>\n",
       "      <td>项目经理</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "      <td>5e3838bb64086e9b1Xxy39y8EldV</td>\n",
       "      <td>603711635</td>\n",
       "      <td>...</td>\n",
       "      <td>1686106786000</td>\n",
       "      <td>cb84fcbc81a604cc1nN-2dW8Els~</td>\n",
       "      <td>全睿信息科技有限公司</td>\n",
       "      <td>https://img.bosszhipin.com/beijin/icon/894ce6f...</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>[]</td>\n",
       "      <td>100020</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>930 rows × 46 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                           securityId  \\\n",
       "0   4uHNauWV6yXZE-c1GWLssAFDF9KOIdmbK1e0N1r4ISqdz9...   \n",
       "1   qNH0D7H2Dby4c-61Cazn5DOr3osjoCvFZ-s_pHyTs1x9fv...   \n",
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       "..                                                ...   \n",
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       "29  FGsDwXBf6NCRs-01CNSxjZnpLVFocatAczc8DoVMOYgQrT...   \n",
       "\n",
       "                                           bossAvatar  bossCert  \\\n",
       "0   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "1   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "2   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "3   https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "4   https://img.bosszhipin.com/boss/avatar/avatar_...         3   \n",
       "..                                                ...       ...   \n",
       "25  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "26  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "27  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "28  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "29  https://img.bosszhipin.com/beijin/upload/avata...         3   \n",
       "\n",
       "                   encryptBossId bossName bossTitle  goldHunter  bossOnline  \\\n",
       "0   8277dce1735221251nZ739S7EFNS      苏先生     人事负责人           0        True   \n",
       "1   529375fb775d30831X1529-_FFE~      李女士        行政           0        True   \n",
       "2   1e0065a245eec13f0HRy29m_Els~      徐荣彬      项目经理           0        True   \n",
       "3   2b0ebf71455edd1d0XN-09q1GFQ~      蔡雅雯        人事           0        True   \n",
       "4   13dad85a5c5f4bdf03Z83d-4FFQ~      朱女士      招聘专员           0        True   \n",
       "..                           ...      ...       ...         ...         ...   \n",
       "25  056eaa1547c8db281X142t64E1c~      崔女士        HR           0        True   \n",
       "26  1c48ab905af6d60b0HN739y5FlU~      常恋恋    高级产品经理           0       False   \n",
       "27  a817ab776e6c5bcd0nR52NS-FFdY      冯女士        人事           0        True   \n",
       "28  afddb4a902862d031X140ti_FlQ~      胡女士      人事主管           0        True   \n",
       "29  2d167607f298fcda0nB909i9EFdR      徐雨瀚      项目经理           0        True   \n",
       "\n",
       "                    encryptJobId   expectId  ... lastModifyTime  \\\n",
       "0   61b24b3f306df4381Xx83dW8F1ZU  603711635  ...  1685773931000   \n",
       "1   4f92eb705f46fb0e1nV53dq9EFFY  603711635  ...  1685147609000   \n",
       "2   2a2411c4f36382b71Xx72dm1FFVQ  603711635  ...  1682244475000   \n",
       "3   0dc635dd471558a81XFy2N60FVpX  603711635  ...  1681954225000   \n",
       "4   9188e83fe54cccec1nN82dq-FlVY  603711635  ...  1684913634000   \n",
       "..                           ...        ...  ...            ...   \n",
       "25  a312843a605959b61n163Ny6FlRQ  603711635  ...  1684921660000   \n",
       "26  7ee757b67058a7ee1nd73N6_EFtV  603711635  ...  1660102881000   \n",
       "27  f16331831b3f786c1Xxy39-1EVtY  603711635  ...  1685584903000   \n",
       "28  abcd726d2cc8c10c1XF72NW_EFRT  603711635  ...  1685079939000   \n",
       "29  5e3838bb64086e9b1Xxy39y8EldV  603711635  ...  1686106786000   \n",
       "\n",
       "                  encryptBrandId   brandName  \\\n",
       "0   87f64371a4c88c101XF73dq_E1E~         新美食   \n",
       "1   edfe430b3522e7d41nJy3dS_GA~~       SF轻小说   \n",
       "2       b4f5a9c900f2e4a103Rz094~         中数通   \n",
       "3       def13901d3b2432903Ry3Ni_         金溪欣   \n",
       "4   68157578dbe19f7f1XR53t66EA~~        易教优培   \n",
       "..                           ...         ...   \n",
       "25  67b76f7d9016c3fd1nRy29i5F1Q~         甲壳虫   \n",
       "26  ae9cceba97b3fdfd1XR609q_Ew~~        数字广东   \n",
       "27  15f20f94ce7bb3e603R43Ni_EQ~~        果润公司   \n",
       "28  9642f1ffc47a131a1nx-2d--E1c~         嘻游邦   \n",
       "29  cb84fcbc81a604cc1nN-2dW8Els~  全睿信息科技有限公司   \n",
       "\n",
       "                                            brandLogo  brandStageName  \\\n",
       "0   https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       "1   https://img.bosszhipin.com/beijin/mcs/chatphot...              A轮   \n",
       "2   https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       "3   https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       "4   https://img.bosszhipin.com/beijin/mcs/chatphot...           不需要融资   \n",
       "..                                                ...             ...   \n",
       "25  https://img.bosszhipin.com/beijin/upload/com/l...           不需要融资   \n",
       "26  https://img.bosszhipin.com/beijin/upload/com/w...             未融资   \n",
       "27  https://img.bosszhipin.com/beijin/upload/com/w...           不需要融资   \n",
       "28  https://img.bosszhipin.com/beijin/app/mobile/n...             未融资   \n",
       "29  https://img.bosszhipin.com/beijin/icon/894ce6f...                   \n",
       "\n",
       "   brandIndustry brandScaleName  \\\n",
       "0            互联网         20-99人   \n",
       "1       音乐/视频/阅读         20-99人   \n",
       "2        通信/网络设备     1000-9999人   \n",
       "3          移动互联网         20-99人   \n",
       "4           培训机构       100-499人   \n",
       "..           ...            ...   \n",
       "25         计算机软件         20-99人   \n",
       "26         计算机软件     1000-9999人   \n",
       "27            日化       100-499人   \n",
       "28         计算机软件         20-99人   \n",
       "29           互联网          0-20人   \n",
       "\n",
       "                                          welfareList industry contact  \n",
       "0                  [五险一金, 保底工资, 底薪加提成, 绩效奖金, 法定节假日三薪]   100020   False  \n",
       "1     [五险一金, 全勤奖, 带薪年假, 年终奖, 零食下午茶, 定期体检, 股票期权, 节日福利]   100011   False  \n",
       "2   [五险一金, 节日福利, 年终奖, 带薪年假, 补充医疗保险, 高温补贴, 餐补, 通讯补贴...   100024   False  \n",
       "3                                      [五险一金, 补充医疗保险]   100019   False  \n",
       "4             [餐补, 全勤奖, 节日福利, 五险一金, 员工旅游, 带薪年假, 交通补助]   100303   False  \n",
       "..                                                ...      ...     ...  \n",
       "25       [节日福利, 员工旅游, 补充医疗保险, 零食下午茶, 年终奖, 五险一金, 带薪年假]   100021   False  \n",
       "26  [补充医疗保险, 员工旅游, 节假日加班费, 餐补, 法定节假日三薪, 定期体检, 通讯补贴...   100021   False  \n",
       "27  [生日福利, 员工旅游, 年终奖, 节日福利, 全勤奖, 带薪年假, 零食下午茶, 底薪加提...   101002   False  \n",
       "28     [加班补助, 五险一金, 生日福利, 带薪年假, 节日福利, 定期体检, 餐补, 员工旅游]   100021   False  \n",
       "29                                                 []   100020   False  \n",
       "\n",
       "[930 rows x 46 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(response_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "4668f30f",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('all.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "a3c1c844",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>jobName</th>\n",
       "      <th>salaryDesc</th>\n",
       "      <th>jobLabels</th>\n",
       "      <th>jobDegree</th>\n",
       "      <th>skills</th>\n",
       "      <th>areaDistrict</th>\n",
       "      <th>brandScaleName</th>\n",
       "      <th>brandName</th>\n",
       "      <th>brandIndustry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>12-18K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[C端产品, B端产品, 中台/后台产品]</td>\n",
       "      <td>天河区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>新美食</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-15K</td>\n",
       "      <td>[1-3年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[产品经理, 产品运营, 产品设计, 用户研究, 需求分析, TO C, 移动互联网, 移动...</td>\n",
       "      <td>天河区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>SF轻小说</td>\n",
       "      <td>音乐/视频/阅读</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>9-13K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[移动端产品, 小程序/H5产品, C端产品]</td>\n",
       "      <td></td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>中数通</td>\n",
       "      <td>通信/网络设备</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-15K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[B端产品, 小程序/H5产品, 移动端产品, 项目管理, 需求分析, pmp]</td>\n",
       "      <td>天河区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>金溪欣</td>\n",
       "      <td>移动互联网</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>10-15K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[AI产品, B端产品, 数据产品, 数据分析, 数据产品, 产品规划, 产品设计, 市场调研]</td>\n",
       "      <td>越秀区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>易教优培</td>\n",
       "      <td>培训机构</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>8-12K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[产品设计, 数据分析, 电商产品经理, 物流产品经理, 仓储产品经理, B端产品经理]</td>\n",
       "      <td>天河区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>甲壳虫</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>200-250元/天</td>\n",
       "      <td>[4天/周, 4个月, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[B端产品, 数据产品, 中台/后台产品, 需求分析, 产品设计]</td>\n",
       "      <td>越秀区</td>\n",
       "      <td>1000-9999人</td>\n",
       "      <td>数字广东</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30K</td>\n",
       "      <td>[3-5年, 大专]</td>\n",
       "      <td>大专</td>\n",
       "      <td>[高级产品经理, 护肤品, 新品开发经理]</td>\n",
       "      <td>白云区</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>果润公司</td>\n",
       "      <td>日化</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-18K</td>\n",
       "      <td>[3-5年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[数据分析, 功能产品, 小程序产品, saas, 电商商城, 需求分析, 产品规划, 规格...</td>\n",
       "      <td>番禺区</td>\n",
       "      <td>20-99人</td>\n",
       "      <td>嘻游邦</td>\n",
       "      <td>计算机软件</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>产品经理</td>\n",
       "      <td>7-8K</td>\n",
       "      <td>[1-3年, 本科]</td>\n",
       "      <td>本科</td>\n",
       "      <td>[移动端产品, B端产品, C端产品]</td>\n",
       "      <td>海珠区</td>\n",
       "      <td>0-20人</td>\n",
       "      <td>全睿信息科技有限公司</td>\n",
       "      <td>互联网</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>930 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   jobName  salaryDesc        jobLabels jobDegree  \\\n",
       "0     产品经理      12-18K       [1-3年, 本科]        本科   \n",
       "1     产品经理      10-15K       [1-3年, 大专]        大专   \n",
       "2     产品经理       9-13K       [1-3年, 本科]        本科   \n",
       "3     产品经理      10-15K       [1-3年, 本科]        本科   \n",
       "4     产品经理      10-15K       [1-3年, 本科]        本科   \n",
       "..     ...         ...              ...       ...   \n",
       "25    产品经理       8-12K       [1-3年, 本科]        本科   \n",
       "26    产品经理  200-250元/天  [4天/周, 4个月, 本科]        本科   \n",
       "27    产品经理      15-30K       [3-5年, 大专]        大专   \n",
       "28    产品经理      15-18K       [3-5年, 本科]        本科   \n",
       "29    产品经理        7-8K       [1-3年, 本科]        本科   \n",
       "\n",
       "                                               skills areaDistrict  \\\n",
       "0                               [C端产品, B端产品, 中台/后台产品]          天河区   \n",
       "1   [产品经理, 产品运营, 产品设计, 用户研究, 需求分析, TO C, 移动互联网, 移动...          天河区   \n",
       "2                             [移动端产品, 小程序/H5产品, C端产品]                \n",
       "3            [B端产品, 小程序/H5产品, 移动端产品, 项目管理, 需求分析, pmp]          天河区   \n",
       "4    [AI产品, B端产品, 数据产品, 数据分析, 数据产品, 产品规划, 产品设计, 市场调研]          越秀区   \n",
       "..                                                ...          ...   \n",
       "25       [产品设计, 数据分析, 电商产品经理, 物流产品经理, 仓储产品经理, B端产品经理]          天河区   \n",
       "26                  [B端产品, 数据产品, 中台/后台产品, 需求分析, 产品设计]          越秀区   \n",
       "27                              [高级产品经理, 护肤品, 新品开发经理]          白云区   \n",
       "28  [数据分析, 功能产品, 小程序产品, saas, 电商商城, 需求分析, 产品规划, 规格...          番禺区   \n",
       "29                                [移动端产品, B端产品, C端产品]          海珠区   \n",
       "\n",
       "   brandScaleName   brandName brandIndustry  \n",
       "0          20-99人         新美食           互联网  \n",
       "1          20-99人       SF轻小说      音乐/视频/阅读  \n",
       "2      1000-9999人         中数通       通信/网络设备  \n",
       "3          20-99人         金溪欣         移动互联网  \n",
       "4        100-499人        易教优培          培训机构  \n",
       "..            ...         ...           ...  \n",
       "25         20-99人         甲壳虫         计算机软件  \n",
       "26     1000-9999人        数字广东         计算机软件  \n",
       "27       100-499人        果润公司            日化  \n",
       "28         20-99人         嘻游邦         计算机软件  \n",
       "29          0-20人  全睿信息科技有限公司           互联网  \n",
       "\n",
       "[930 rows x 9 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = df[['jobName','salaryDesc','jobLabels','jobDegree','skills','areaDistrict','brandScaleName','brandName','brandIndustry']]\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "69f293c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理               837\n",
       "产品经理  双休五险一金        31\n",
       "产品经理 (MJ002721)     31\n",
       "跨境产品经理              31\n",
       "Name: jobName, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理['jobName'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "eb77d191",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "天河区    279\n",
       "番禺区    217\n",
       "海珠区    155\n",
       "黄埔区     93\n",
       "        62\n",
       "越秀区     62\n",
       "白云区     62\n",
       "Name: areaDistrict, dtype: int64"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理['areaDistrict'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "7472f7bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '番禺区', '海珠区', '黄埔区', '', '越秀区', '白云区']"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_dq =df_产品经理['areaDistrict'].value_counts().index.tolist()\n",
    "df_产品经理_dq"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "f10d9ce4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '番禺区', '海珠区', '黄埔区', '越秀区', '白云区']"
      ]
     },
     "execution_count": 86,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df =[]\n",
    "for i in df_产品经理_dq:\n",
    "    if i == '':\n",
    "        a = df_产品经理_dq.remove('')\n",
    "    else:\n",
    "        df.append(i)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6fcd4bad",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "9e5a1c83",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[279, 217, 155, 93, 62, 62]"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州_岗位个数 = df_产品经理['areaDistrict'].value_counts().values.tolist()[0:6]\n",
    "广州_岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "988bf5ff",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '广州':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_guang3_zhou1'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"300bf8dd9b5346d3b65c89261abced6b\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '广州'], function(echarts) {\n",
       "                var chart_300bf8dd9b5346d3b65c89261abced6b = echarts.init(\n",
       "                    document.getElementById('300bf8dd9b5346d3b65c89261abced6b'), 'white', {renderer: 'canvas'});\n",
       "                var option_300bf8dd9b5346d3b65c89261abced6b = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u5546\\u5bb6A\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u5e7f\\u5dde\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 279\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 217\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 155\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 93\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u8d8a\\u79c0\\u533a\",\n",
       "                    \"value\": 62\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 62\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5546\\u5bb6A\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u5e7f\\u5dde\\u5c97\\u4f4d\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ]\n",
       "};\n",
       "                chart_300bf8dd9b5346d3b65c89261abced6b.setOption(option_300bf8dd9b5346d3b65c89261abced6b);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x12ec0d6b700>"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"商家A\", [list(z) for z in zip(df,广州_岗位个数)], \"广州\")\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"Map-广州岗位\"))\n",
    "#     .render(\"job_in_Guangzhou.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "60dad951",
   "metadata": {},
   "outputs": [],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"商家A\", [list(z) for z in zip(df,广州_岗位个数)], \"广州\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-广州地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    \n",
    ")\n",
    "c.render_notebook()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
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